{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "15799901",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url=\"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "  \"data\": {\n",
    "    \"mainSearchPcConditionForm\": {\n",
    "      \"city\": \"050020\",\n",
    "      \"dq\": \"050020\",\n",
    "      \"pubTime\": \"\",\n",
    "      \"currentPage\": \"0\",\n",
    "      \"pageSize\": 40,\n",
    "      \"key\": \"产品经理\",\n",
    "      \"suggestTag\": \"\",\n",
    "      \"workYearCode\": \"1$3\",\n",
    "      \"compId\": \"\",\n",
    "      \"compName\": \"\",\n",
    "      \"compTag\": \"\",\n",
    "      \"industry\": \"\",\n",
    "      \"salary\": \"\",\n",
    "      \"jobKind\": \"\",\n",
    "      \"compScale\": \"\",\n",
    "      \"compKind\": \"\",\n",
    "      \"compStage\": \"\",\n",
    "      \"eduLevel\": \"\"\n",
    "    },\n",
    "    \"passThroughForm\": {\n",
    "      \"scene\": \"condition\",\n",
    "      \"skId\": \"h0tzt25i5yl3ce2yx0wi5w1m6ysuywv8\",\n",
    "      \"fkId\": \"65yirfdx9wgmnqnlf6vbvwhc7r7hzj6a\",\n",
    "      \"ckId\": \"m3i1p9nx92d8j0axyi3o5s4dkolvrvva\",\n",
    "      \"suggest\": None\n",
    "    }\n",
    "  }\n",
    "}\n",
    "\n",
    "\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=7143dbfc8d832652823bd64b1481ca3c; __gc_id=de54ea2e47654f2d9731240061698a42; _ga=GA1.1.1674171972.1681903465; __uuid=1681903464951.45; XSRF-TOKEN=3lR8HyP3TKSnqt0p3WsR9w; __tlog=1682506289711.37%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681903465,1682506290; acw_tc=276077d016825062903322624e406b248b8a53cbee76b75c7deae63fd6a84b; UniqueKey=92e8ad0c82debad041344312b1f2ca2b; liepin_login_valid=0; lt_auth=7uxfaXADyF765CXb2GBd4vtKht2oWGWc8HtYhEoAitK%2BWfax4P%2FmQAOHqrUA%2BioIq09zJaozMLb2N%2B3%2Bz3RP6kUV%2BlGkk564t%2FO%2B1HYKTuJhJ%2Fak0f37mcjRFM0vki0EzHlr8C8fyh3z5hEbcr768ErIs5jW17yc8cvMsxe%2FgTEVWA%3D%3D; access_system=C; user_roles=0; need_bind_tel=false; new_user=true; c_flag=553813100ff971d55ff0a28712e6c5f4; user_photo=5f8fa3bc8dbe6273dcf85e5e08u.png; user_name=%E6%A2%81%E9%A2%96; inited_user=7143dbfc8d832652823bd64b1481ca3c; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682506932; imClientId=b5e1273d5cb093f4551d85b2fb739565; imId=b5e1273d5cb093f4ff8353f2429edccb; imClientId_0=b5e1273d5cb093f4551d85b2fb739565; imId_0=b5e1273d5cb093f4ff8353f2429edccb; imApp_0=1; fe_im_socketSequence_new_0=1_1_1; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_92e8ad0c82debad041344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682506286.3.1.1682506943.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fdff059b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f5bdf416",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload), headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "15b72554",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_data = r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "74514a0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>...</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"4cfba098d6d45e0099c5c4fb06d115ec\",\"im...</td>\n",
       "      <td>4cfba098d6d45e0099c5c4fb06d115ec</td>\n",
       "      <td>2</td>\n",
       "      <td>徐先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>52c5e4e6bb49caf577ecfc6fdc5191b1</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>58622837</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958622837.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"adb06a64c3b6eb3776f5ec2df67915bd\",\"im...</td>\n",
       "      <td>adb06a64c3b6eb3776f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>2cc474733fe9dd811ad584ca21e38d01</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>58657995</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958657995.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>大专</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"f8a500e0eab81d475153eb2d84a8b1de\",\"im...</td>\n",
       "      <td>f8a500e0eab81d475153eb2d84a8b1de</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5445ba45a2189a2b1a078f176245fc3b</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>58215521</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958215521.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"im...</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>False</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57157157</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957157157.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>45177357</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/45177357.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"5fdfb4259befbf07160bef405ccde8ba\",\"im...</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>57816811</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957816811.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"529552300bc2bc6e160bef405ccde8ba\",\"im...</td>\n",
       "      <td>529552300bc2bc6e160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>1590a7fa7a4c122cc9faa5f1f002919b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>40053971</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1940053971.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"4acca2cffc6204f40e33f8ac54fbf39e\",\"im...</td>\n",
       "      <td>4acca2cffc6204f40e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>方女士</td>\n",
       "      <td>高级人力资源经理</td>\n",
       "      <td>False</td>\n",
       "      <td>957da5d54f0e05cf25285db46809d2f1</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57565197</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957565197.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"d79a00f8f6ab328f6042c177f0a1d2b1\",\"im...</td>\n",
       "      <td>d79a00f8f6ab328f6042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>1fcc7ed72e3b72292e48c8cc9ac1ae51</td>\n",
       "      <td>60fa4ef147b4cc0789c987b808u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>44278139</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/44278139.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"9c39806563803ecde7b657921b02bb93\",\"im...</td>\n",
       "      <td>9c39806563803ecde7b657921b02bb93</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>副总裁/副总经理</td>\n",
       "      <td>False</td>\n",
       "      <td>db81e171881b3fd44109e86d0c1debca</td>\n",
       "      <td>646c22496683db653375ad0f03u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>58764617</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958764617.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"771cd76556a28fdf9ccf3dc45f6d7696\",\"im...</td>\n",
       "      <td>771cd76556a28fdf9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>人力资源主管</td>\n",
       "      <td>False</td>\n",
       "      <td>3fcd2f12b166bad5fdacd2bbba7fbaf4</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>57485259</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957485259.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>44668045</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/44668045.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>44668245</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/44668245.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>False</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>0dfca8bd388cf67f1995baa6429364e4</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>44668403</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/44668403.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"7d9de10d9f7b0a9c9941166e65ebdb6f\",\"im...</td>\n",
       "      <td>7d9de10d9f7b0a9c9941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>文饶</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>ba92c288ac646d9975818ed14bd0d05e</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>48652943</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1948652943.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"4dd9c611f28fb31268c56fcc9b2af6cb\",\"im...</td>\n",
       "      <td>4dd9c611f28fb31268c56fcc9b2af6cb</td>\n",
       "      <td>2</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>人力行政实习生</td>\n",
       "      <td>False</td>\n",
       "      <td>93dd604f1509212fa3eb4df9e13b6d62</td>\n",
       "      <td>63ec2b240a1ead27bd40dc1505u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>56099491</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1956099491.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"612d2e8328d1f75dfdb07c5a03f49b8b\",\"im...</td>\n",
       "      <td>612d2e8328d1f75dfdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力资源负责人</td>\n",
       "      <td>False</td>\n",
       "      <td>1cb765d37bd0684eff1ae1f928339e0b</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>46355485</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1946355485.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"8bccf37cef488a47160bef405ccde8ba\",\"im...</td>\n",
       "      <td>8bccf37cef488a47160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>安先生</td>\n",
       "      <td>HRD</td>\n",
       "      <td>False</td>\n",
       "      <td>15aa9b0644e91225ce54fa3153d0ebc0</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>58876669</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958876669.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"aff648644d2a1229fa1c74c9d557610b\",\"im...</td>\n",
       "      <td>aff648644d2a1229fa1c74c9d557610b</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>1f85cb9fa2d342ded02e1a3cb9420619</td>\n",
       "      <td>6246e8b3bc8c77795d23422d03u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>44296619</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/44296619.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"9f14288df001c0c215bfaefec8d20490\",\"im...</td>\n",
       "      <td>9f14288df001c0c215bfaefec8d20490</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>565849ded1b9b95e377539f79c05e41c</td>\n",
       "      <td>5d541bac4ebeb1284dfb924f06u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>45039771</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/45039771.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"b9f180babb88d8c1d6a9d1214a39013b\",\"im...</td>\n",
       "      <td>b9f180babb88d8c1d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>False</td>\n",
       "      <td>a2d2354bf657634e4912f8ab59d2cc03</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>46557423</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1946557423.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"a7c1274d81ffbd5c8fa263ed17de85b1\",\"im...</td>\n",
       "      <td>a7c1274d81ffbd5c8fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>d065b1daa7bcb84ae6c40ac9e0b1d9fc</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>44638211</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1944638211.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"abdc4a6288cb408c67afc08fad36a30d\",\"im...</td>\n",
       "      <td>abdc4a6288cb408c67afc08fad36a30d</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>广州卓术信息科技有限公司</td>\n",
       "      <td>False</td>\n",
       "      <td>41a7ab5db2267b7a7086e5281ecdcd6d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>41293593</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1941293593.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"419e123d9f6bdaed6dadb487287a091a\",\"im...</td>\n",
       "      <td>419e123d9f6bdaed6dadb487287a091a</td>\n",
       "      <td>2</td>\n",
       "      <td>康女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>False</td>\n",
       "      <td>626782c0f12b3069230926edcca89924</td>\n",
       "      <td>5de9b8bfcd52473b94f2fba308u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55540905</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1955540905.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"03e8d37d540f7aacac365a663ca833da\",\"im...</td>\n",
       "      <td>03e8d37d540f7aacac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>0042dacfb48178e98761eb2ffb64e351</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>41342655</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1941342655.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"01bdff5bdd175f73bed9c63c695716f7\",\"im...</td>\n",
       "      <td>01bdff5bdd175f73bed9c63c695716f7</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>4cb038ce180249e5b6d6f34ea69aacf8</td>\n",
       "      <td>62201c0397e97d36de7fadb308u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>58230073</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958230073.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"69dd5aa7404662acbf1edd1f3249a09c\",\"im...</td>\n",
       "      <td>69dd5aa7404662acbf1edd1f3249a09c</td>\n",
       "      <td>2</td>\n",
       "      <td>张女士</td>\n",
       "      <td>招聘管理</td>\n",
       "      <td>False</td>\n",
       "      <td>08e4b7710d87386c452b3baea68b57ec</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56928029</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1956928029.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"a93749238acde2291837546e45eb3a29\",\"im...</td>\n",
       "      <td>a93749238acde2291837546e45eb3a29</td>\n",
       "      <td>2</td>\n",
       "      <td>郭女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>d5177c362ae2b36051ad066dbe2db213</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>58024007</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958024007.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"a6ecbb8d620b5506c1bd2b3e9fec8144\",\"im...</td>\n",
       "      <td>a6ecbb8d620b5506c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>人力资源部</td>\n",
       "      <td>False</td>\n",
       "      <td>f3b6bdf2ce40fc5ff3a020d01df02f01</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56773475</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1956773475.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"207c380fb07ddad3e7b657921b02bb93\",\"im...</td>\n",
       "      <td>207c380fb07ddad3e7b657921b02bb93</td>\n",
       "      <td>2</td>\n",
       "      <td>林女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>bfc28207e2f1179886f470d24295fcbf</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>54094527</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1954094527.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...</td>\n",
       "      <td>ae28de7e05e365ec4905a3841e4dc3ea</td>\n",
       "      <td>2</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>False</td>\n",
       "      <td>e36552938188a1aad74c93eafadb8eb7</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56142583</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1956142583.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"a9524db1372ff59adfb6df235db455f2\",\"im...</td>\n",
       "      <td>a9524db1372ff59adfb6df235db455f2</td>\n",
       "      <td>2</td>\n",
       "      <td>高梦</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>e1c2ca105e220b16220068a3c9c0f575</td>\n",
       "      <td>644b582be9fa7504cfc5137406u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>46202325</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/46202325.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"ddb2f94086a53aec5d79fdba0a3967fa\",\"im...</td>\n",
       "      <td>ddb2f94086a53aec5d79fdba0a3967fa</td>\n",
       "      <td>2</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>student helper</td>\n",
       "      <td>False</td>\n",
       "      <td>6d7a2987e70573bf28e3dc02d4bc3cbb</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>58756277</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1958756277.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"a3f8d3fcd35211590eae969ce9a54d02\",\"im...</td>\n",
       "      <td>a3f8d3fcd35211590eae969ce9a54d02</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>3c7809eade2bdcbf731b0e7b4e6639e3</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>41290327</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1941290327.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"bae16f032a768674c90094212836c467\",\"im...</td>\n",
       "      <td>bae16f032a768674c90094212836c467</td>\n",
       "      <td>2</td>\n",
       "      <td>冯女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>aea4c5d5b9160e6e8cef8040f01ee51e</td>\n",
       "      <td>5f8fa3bc8dbe6273dcf85e5e08u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>44420073</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/44420073.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"fcf2114e8f2614743417a188cf69ded9\",\"im...</td>\n",
       "      <td>fcf2114e8f2614743417a188cf69ded9</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>cb20117709c138fd04beb6d29944d399</td>\n",
       "      <td>5f8fa3baf6d1ab58476f324908u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>46290435</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/46290435.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>False</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"fc94b91b540b7f07cde5ca55a88b4d39\",\"im...</td>\n",
       "      <td>fc94b91b540b7f07cde5ca55a88b4d39</td>\n",
       "      <td>2</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>行政专员</td>\n",
       "      <td>False</td>\n",
       "      <td>d23bfd561d4618fd321935c5956f05c6</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>44316525</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1944316525.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"794026459431c35e9941166e65ebdb6f\",\"im...</td>\n",
       "      <td>794026459431c35e9941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>False</td>\n",
       "      <td>afbf12d877df8a7a4702592abf81987c</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>47482149</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1947482149.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"984d2bfd41b952eae70dc0cfcb4da503\",\"im...</td>\n",
       "      <td>984d2bfd41b952eae70dc0cfcb4da503</td>\n",
       "      <td>2</td>\n",
       "      <td>周女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>e74b7762e3c2196313844c771f53c5c5</td>\n",
       "      <td>644624dbf219ba139428124f07u.jpeg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州</td>\n",
       "      <td>46090579</td>\n",
       "      <td>1</td>\n",
       "      <td>https://www.liepin.com/a/46090579.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"imId\":\"a2afe536821a6213835da8f121f93219\",\"im...</td>\n",
       "      <td>a2afe536821a6213835da8f121f93219</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>54cbd070baed9f4ed723ded599efb12c</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57365497</td>\n",
       "      <td>2</td>\n",
       "      <td>https://www.liepin.com/job/1957365497.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
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       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "\n",
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       "12  {\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...   \n",
       "13  {\"imId\":\"42164ef1272ab5736e8893c9219f7e03\",\"im...   \n",
       "14  {\"imId\":\"7d9de10d9f7b0a9c9941166e65ebdb6f\",\"im...   \n",
       "15  {\"imId\":\"4dd9c611f28fb31268c56fcc9b2af6cb\",\"im...   \n",
       "16  {\"imId\":\"612d2e8328d1f75dfdb07c5a03f49b8b\",\"im...   \n",
       "17  {\"imId\":\"8bccf37cef488a47160bef405ccde8ba\",\"im...   \n",
       "18  {\"imId\":\"aff648644d2a1229fa1c74c9d557610b\",\"im...   \n",
       "19  {\"imId\":\"9f14288df001c0c215bfaefec8d20490\",\"im...   \n",
       "20  {\"imId\":\"b9f180babb88d8c1d6a9d1214a39013b\",\"im...   \n",
       "21  {\"imId\":\"a7c1274d81ffbd5c8fa263ed17de85b1\",\"im...   \n",
       "22  {\"imId\":\"abdc4a6288cb408c67afc08fad36a30d\",\"im...   \n",
       "23  {\"imId\":\"419e123d9f6bdaed6dadb487287a091a\",\"im...   \n",
       "24  {\"imId\":\"03e8d37d540f7aacac365a663ca833da\",\"im...   \n",
       "25  {\"imId\":\"01bdff5bdd175f73bed9c63c695716f7\",\"im...   \n",
       "26  {\"imId\":\"69dd5aa7404662acbf1edd1f3249a09c\",\"im...   \n",
       "27  {\"imId\":\"a93749238acde2291837546e45eb3a29\",\"im...   \n",
       "28  {\"imId\":\"a6ecbb8d620b5506c1bd2b3e9fec8144\",\"im...   \n",
       "29  {\"imId\":\"207c380fb07ddad3e7b657921b02bb93\",\"im...   \n",
       "30  {\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...   \n",
       "31  {\"imId\":\"a9524db1372ff59adfb6df235db455f2\",\"im...   \n",
       "32  {\"imId\":\"ddb2f94086a53aec5d79fdba0a3967fa\",\"im...   \n",
       "33  {\"imId\":\"a3f8d3fcd35211590eae969ce9a54d02\",\"im...   \n",
       "34  {\"imId\":\"bae16f032a768674c90094212836c467\",\"im...   \n",
       "35  {\"imId\":\"fcf2114e8f2614743417a188cf69ded9\",\"im...   \n",
       "36  {\"imId\":\"fc94b91b540b7f07cde5ca55a88b4d39\",\"im...   \n",
       "37  {\"imId\":\"794026459431c35e9941166e65ebdb6f\",\"im...   \n",
       "38  {\"imId\":\"984d2bfd41b952eae70dc0cfcb4da503\",\"im...   \n",
       "39  {\"imId\":\"a2afe536821a6213835da8f121f93219\",\"im...   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   4cfba098d6d45e0099c5c4fb06d115ec                    2   \n",
       "1   adb06a64c3b6eb3776f5ec2df67915bd                    2   \n",
       "2   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       "3   d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       "4   9cfdabc8878349689809d03804875792                    2   \n",
       "5   5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       "6   529552300bc2bc6e160bef405ccde8ba                    2   \n",
       "7   4acca2cffc6204f40e33f8ac54fbf39e                    2   \n",
       "8   d79a00f8f6ab328f6042c177f0a1d2b1                    2   \n",
       "9   9c39806563803ecde7b657921b02bb93                    2   \n",
       "10  771cd76556a28fdf9ccf3dc45f6d7696                    2   \n",
       "11  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "12  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "13  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "14  7d9de10d9f7b0a9c9941166e65ebdb6f                    2   \n",
       "15  4dd9c611f28fb31268c56fcc9b2af6cb                    2   \n",
       "16  612d2e8328d1f75dfdb07c5a03f49b8b                    2   \n",
       "17  8bccf37cef488a47160bef405ccde8ba                    2   \n",
       "18  aff648644d2a1229fa1c74c9d557610b                    2   \n",
       "19  9f14288df001c0c215bfaefec8d20490                    2   \n",
       "20  b9f180babb88d8c1d6a9d1214a39013b                    2   \n",
       "21  a7c1274d81ffbd5c8fa263ed17de85b1                    2   \n",
       "22  abdc4a6288cb408c67afc08fad36a30d                    2   \n",
       "23  419e123d9f6bdaed6dadb487287a091a                    2   \n",
       "24  03e8d37d540f7aacac365a663ca833da                    2   \n",
       "25  01bdff5bdd175f73bed9c63c695716f7                    2   \n",
       "26  69dd5aa7404662acbf1edd1f3249a09c                    2   \n",
       "27  a93749238acde2291837546e45eb3a29                    2   \n",
       "28  a6ecbb8d620b5506c1bd2b3e9fec8144                    2   \n",
       "29  207c380fb07ddad3e7b657921b02bb93                    2   \n",
       "30  ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       "31  a9524db1372ff59adfb6df235db455f2                    2   \n",
       "32  ddb2f94086a53aec5d79fdba0a3967fa                    2   \n",
       "33  a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       "34  bae16f032a768674c90094212836c467                    2   \n",
       "35  fcf2114e8f2614743417a188cf69ded9                    2   \n",
       "36  fc94b91b540b7f07cde5ca55a88b4d39                    2   \n",
       "37  794026459431c35e9941166e65ebdb6f                    2   \n",
       "38  984d2bfd41b952eae70dc0cfcb4da503                    2   \n",
       "39  a2afe536821a6213835da8f121f93219                    2   \n",
       "\n",
       "   recruiter.recruiterName recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                      徐先生                     招聘经理              False   \n",
       "1                      李女士                   人力资源专员              False   \n",
       "2                      张先生                   人力资源专员              False   \n",
       "3                      刘先生               高级医学信息沟通专员              False   \n",
       "4                      孙女士                     猎头顾问              False   \n",
       "5                      杜先生                                       False   \n",
       "6                      徐女士                     招聘经理              False   \n",
       "7                      方女士                 高级人力资源经理              False   \n",
       "8                      刘先生                     猎头顾问              False   \n",
       "9                      张先生                 副总裁/副总经理              False   \n",
       "10                     梁女士                   人力资源主管              False   \n",
       "11                     张女士                     猎头顾问              False   \n",
       "12                     张女士                     猎头顾问              False   \n",
       "13                     张女士                     猎头顾问              False   \n",
       "14                      文饶                     招聘专员              False   \n",
       "15                     黄女士                  人力行政实习生              False   \n",
       "16                     陈女士                  人力资源负责人              False   \n",
       "17                     安先生                      HRD              False   \n",
       "18                     王女士                     猎头顾问              False   \n",
       "19                     王女士                     猎头顾问              False   \n",
       "20                     梁女士                     hrbp              False   \n",
       "21                     李女士                     招聘专员              False   \n",
       "22                     陈女士             广州卓术信息科技有限公司              False   \n",
       "23                     康女士                       招聘              False   \n",
       "24                     吴女士                       HR              False   \n",
       "25                     李女士                       HR              False   \n",
       "26                     张女士                     招聘管理              False   \n",
       "27                     郭女士                                       False   \n",
       "28                     陈女士                    人力资源部              False   \n",
       "29                     林女士                                       False   \n",
       "30                     王女士                     人事专员              False   \n",
       "31                      高梦                     猎头顾问              False   \n",
       "32                     朱女士           student helper              False   \n",
       "33                     刘女士                     招聘专员              False   \n",
       "34                     冯女士                     猎头顾问              False   \n",
       "35                     陈女士                     猎头顾问              False   \n",
       "36                     朱女士                     行政专员              False   \n",
       "37                     刘女士                       人事              False   \n",
       "38                     周女士                     猎头顾问              False   \n",
       "39                     陈女士                                       False   \n",
       "\n",
       "               recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       "0   52c5e4e6bb49caf577ecfc6fdc5191b1   5f8f98698dbe6273dcf8516008u.jpg   \n",
       "1   2cc474733fe9dd811ad584ca21e38d01   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "2   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       "3   22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       "4   47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       "5   c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       "6   1590a7fa7a4c122cc9faa5f1f002919b   5f8f9865ea60860b75384fa508u.jpg   \n",
       "7   957da5d54f0e05cf25285db46809d2f1   5f8f9865ea60860b75384fa508u.jpg   \n",
       "8   1fcc7ed72e3b72292e48c8cc9ac1ae51   60fa4ef147b4cc0789c987b808u.jpg   \n",
       "9   db81e171881b3fd44109e86d0c1debca   646c22496683db653375ad0f03u.png   \n",
       "10  3fcd2f12b166bad5fdacd2bbba7fbaf4   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "11  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       "12  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       "13  0dfca8bd388cf67f1995baa6429364e4   6408280fb792580455b2e08001u.png   \n",
       "14  ba92c288ac646d9975818ed14bd0d05e   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "15  93dd604f1509212fa3eb4df9e13b6d62   63ec2b240a1ead27bd40dc1505u.png   \n",
       "16  1cb765d37bd0684eff1ae1f928339e0b   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "17  15aa9b0644e91225ce54fa3153d0ebc0   5f8f986aea60860b75384fab08u.jpg   \n",
       "18  1f85cb9fa2d342ded02e1a3cb9420619   6246e8b3bc8c77795d23422d03u.png   \n",
       "19  565849ded1b9b95e377539f79c05e41c   5d541bac4ebeb1284dfb924f06u.jpg   \n",
       "20  a2d2354bf657634e4912f8ab59d2cc03   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "21  d065b1daa7bcb84ae6c40ac9e0b1d9fc   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "22  41a7ab5db2267b7a7086e5281ecdcd6d   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "23  626782c0f12b3069230926edcca89924   5de9b8bfcd52473b94f2fba308u.jpg   \n",
       "24  0042dacfb48178e98761eb2ffb64e351   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "25  4cb038ce180249e5b6d6f34ea69aacf8   62201c0397e97d36de7fadb308u.png   \n",
       "26  08e4b7710d87386c452b3baea68b57ec   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "27  d5177c362ae2b36051ad066dbe2db213   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "28  f3b6bdf2ce40fc5ff3a020d01df02f01   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "29  bfc28207e2f1179886f470d24295fcbf   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "30  e36552938188a1aad74c93eafadb8eb7   5f8f9865ea60860b75384fa508u.jpg   \n",
       "31  e1c2ca105e220b16220068a3c9c0f575   644b582be9fa7504cfc5137406u.png   \n",
       "32  6d7a2987e70573bf28e3dc02d4bc3cbb   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "33  3c7809eade2bdcbf731b0e7b4e6639e3   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "34  aea4c5d5b9160e6e8cef8040f01ee51e   5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       "35  cb20117709c138fd04beb6d29944d399   5f8fa3baf6d1ab58476f324908u.png   \n",
       "36  d23bfd561d4618fd321935c5956f05c6   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "37  afbf12d877df8a7a4702592abf81987c   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "38  e74b7762e3c2196313844c771f53c5c5  644624dbf219ba139428124f07u.jpeg   \n",
       "39  54cbd070baed9f4ed723ded599efb12c   5f8f9865ea60860b75384fa508u.jpg   \n",
       "\n",
       "   comp.compScale  ...  job.topJob  job.dq job.jobId job.jobKind  \\\n",
       "0        500-999人  ...        True  广州-越秀区  58622837           2   \n",
       "1           1-49人  ...        True  广州-白云区  58657995           2   \n",
       "2        10000人以上  ...       False  广州-越秀区  58215521           2   \n",
       "3      2000-5000人  ...       False  广州-越秀区  57157157           2   \n",
       "4      2000-5000人  ...       False      广州  45177357           1   \n",
       "5        100-499人  ...       False  广州-番禺区  57816811           2   \n",
       "6        100-499人  ...       False      广州  40053971           2   \n",
       "7        100-499人  ...       False  广州-天河区  57565197           2   \n",
       "8        500-999人  ...       False      广州  44278139           1   \n",
       "9        100-499人  ...       False  广州-黄埔区  58764617           2   \n",
       "10     1000-2000人  ...       False  广州-海珠区  57485259           2   \n",
       "11       100-499人  ...       False      广州  44668045           1   \n",
       "12       100-499人  ...       False      广州  44668245           1   \n",
       "13       100-499人  ...       False      广州  44668403           1   \n",
       "14       500-999人  ...       False  广州-海珠区  48652943           2   \n",
       "15     1000-2000人  ...       False  广州-海珠区  56099491           2   \n",
       "16       100-499人  ...       False  广州-天河区  46355485           2   \n",
       "17         50-99人  ...       False  广州-海珠区  58876669           2   \n",
       "18       500-999人  ...       False      广州  44296619           1   \n",
       "19       10000人以上  ...       False  广州-增城区  45039771           1   \n",
       "20       500-999人  ...       False  广州-海珠区  46557423           2   \n",
       "21       500-999人  ...       False  广州-越秀区  44638211           2   \n",
       "22         50-99人  ...       False      广州  41293593           2   \n",
       "23       100-499人  ...       False  广州-天河区  55540905           2   \n",
       "24       500-999人  ...       False  广州-海珠区  41342655           2   \n",
       "25    5000-10000人  ...       False  广州-番禺区  58230073           2   \n",
       "26     2000-5000人  ...       False  广州-天河区  56928029           2   \n",
       "27         50-99人  ...       False  广州-天河区  58024007           2   \n",
       "28     2000-5000人  ...       False  广州-天河区  56773475           2   \n",
       "29     1000-2000人  ...       False  广州-南沙区  54094527           2   \n",
       "30       500-999人  ...       False  广州-越秀区  56142583           2   \n",
       "31       100-499人  ...       False      广州  46202325           1   \n",
       "32       100-499人  ...       False  广州-海珠区  58756277           2   \n",
       "33     2000-5000人  ...       False      广州  41290327           2   \n",
       "34     2000-5000人  ...       False  广州-海珠区  44420073           1   \n",
       "35       10000人以上  ...       False  广州-白云区  46290435           1   \n",
       "36         50-99人  ...       False  广州-黄埔区  44316525           2   \n",
       "37    5000-10000人  ...       False  广州-番禺区  47482149           2   \n",
       "38    5000-10000人  ...       False      广州  46090579           1   \n",
       "39       100-499人  ...       False  广州-越秀区  57365497           2   \n",
       "\n",
       "                                       job.link job.pcOuterLink  \\\n",
       "0   https://www.liepin.com/job/1958622837.shtml                   \n",
       "1   https://www.liepin.com/job/1958657995.shtml                   \n",
       "2   https://www.liepin.com/job/1958215521.shtml                   \n",
       "3   https://www.liepin.com/job/1957157157.shtml                   \n",
       "4       https://www.liepin.com/a/45177357.shtml             NaN   \n",
       "5   https://www.liepin.com/job/1957816811.shtml                   \n",
       "6   https://www.liepin.com/job/1940053971.shtml                   \n",
       "7   https://www.liepin.com/job/1957565197.shtml                   \n",
       "8       https://www.liepin.com/a/44278139.shtml             NaN   \n",
       "9   https://www.liepin.com/job/1958764617.shtml                   \n",
       "10  https://www.liepin.com/job/1957485259.shtml                   \n",
       "11      https://www.liepin.com/a/44668045.shtml             NaN   \n",
       "12      https://www.liepin.com/a/44668245.shtml             NaN   \n",
       "13      https://www.liepin.com/a/44668403.shtml             NaN   \n",
       "14  https://www.liepin.com/job/1948652943.shtml                   \n",
       "15  https://www.liepin.com/job/1956099491.shtml                   \n",
       "16  https://www.liepin.com/job/1946355485.shtml                   \n",
       "17  https://www.liepin.com/job/1958876669.shtml                   \n",
       "18      https://www.liepin.com/a/44296619.shtml             NaN   \n",
       "19      https://www.liepin.com/a/45039771.shtml             NaN   \n",
       "20  https://www.liepin.com/job/1946557423.shtml                   \n",
       "21  https://www.liepin.com/job/1944638211.shtml                   \n",
       "22  https://www.liepin.com/job/1941293593.shtml                   \n",
       "23  https://www.liepin.com/job/1955540905.shtml                   \n",
       "24  https://www.liepin.com/job/1941342655.shtml                   \n",
       "25  https://www.liepin.com/job/1958230073.shtml                   \n",
       "26  https://www.liepin.com/job/1956928029.shtml                   \n",
       "27  https://www.liepin.com/job/1958024007.shtml                   \n",
       "28  https://www.liepin.com/job/1956773475.shtml                   \n",
       "29  https://www.liepin.com/job/1954094527.shtml                   \n",
       "30  https://www.liepin.com/job/1956142583.shtml                   \n",
       "31      https://www.liepin.com/a/46202325.shtml             NaN   \n",
       "32  https://www.liepin.com/job/1958756277.shtml                   \n",
       "33  https://www.liepin.com/job/1941290327.shtml                   \n",
       "34      https://www.liepin.com/a/44420073.shtml             NaN   \n",
       "35      https://www.liepin.com/a/46290435.shtml             NaN   \n",
       "36  https://www.liepin.com/job/1944316525.shtml                   \n",
       "37  https://www.liepin.com/job/1947482149.shtml                   \n",
       "38      https://www.liepin.com/a/46090579.shtml             NaN   \n",
       "39  https://www.liepin.com/job/1957365497.shtml                   \n",
       "\n",
       "   job.h5OuterLink job.requireEduLevel job.advViewFlag comp.compStage  \n",
       "0                                   本科            True            NaN  \n",
       "1                                   大专            True            NaN  \n",
       "2                                 统招本科           False            已上市  \n",
       "3                                   硕士           False           港股上市  \n",
       "4              NaN               本科及以上           False          融资未公开  \n",
       "5                                   大专           False            NaN  \n",
       "6                                   本科           False             D轮  \n",
       "7                                   硕士           False            NaN  \n",
       "8              NaN               硕士及以上           False             A轮  \n",
       "9                                   本科           False         沪深A股上市  \n",
       "10                                  本科           False             D轮  \n",
       "11             NaN               本科及以上           False             其他  \n",
       "12             NaN                学历不限           False             其他  \n",
       "13             NaN               本科及以上           False             其他  \n",
       "14                                统招本科           False            NaN  \n",
       "15                                  本科           False            NaN  \n",
       "16                                  大专           False          融资未公开  \n",
       "17                                  硕士           False             B轮  \n",
       "18             NaN               硕士及以上           False            已上市  \n",
       "19             NaN               本科及以上           False            已上市  \n",
       "20                                  本科           False             B轮  \n",
       "21                                  大专           False           战略投资  \n",
       "22                                  本科           False          融资未公开  \n",
       "23                                  本科           False             A轮  \n",
       "24                                  本科           False            NaN  \n",
       "25                                统招本科           False            已上市  \n",
       "26                                  本科           False            NaN  \n",
       "27                                  本科           False            NaN  \n",
       "28                                统招本科           False            NaN  \n",
       "29                                  本科           False            NaN  \n",
       "30                                统招本科           False            NaN  \n",
       "31             NaN               本科及以上           False          融资未公开  \n",
       "32                                  大专           False             B轮  \n",
       "33                                  本科           False            NaN  \n",
       "34             NaN                统招本科           False          融资未公开  \n",
       "35             NaN                学历不限           False          融资未公开  \n",
       "36                                  本科           False             A轮  \n",
       "37                                统招本科           False           美股上市  \n",
       "38             NaN               本科及以上           False            NaN  \n",
       "39                                  硕士           False            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60a9ced8",
   "metadata": {},
   "source": [
    "# 翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "56ac2437",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['产品设计', 'Axure', '需求分析', '用户研究', '市场调研'], 'jobId': '58622837', 'advViewFlag': True, 'title': '需求分析工程师1107', 'salary': '10-15k', 'refreshTime': '20230525090856', 'dq': '广州-越秀区', 'topJob': True, 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1958622837.shtml', 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h0tzt25i5yl3ce2yx0wi5w1m6ysuywv8&fkId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&ckId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'requireEduLevel': '本科'}, 'recruiter': {'imId': '4cfba098d6d45e0099c5c4fb06d115ec', 'imUserType': '2', 'chatted': False, 'recruiterId': '52c5e4e6bb49caf577ecfc6fdc5191b1', 'recruiterName': '徐先生', 'recruiterTitle': '招聘经理', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataInfo': 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'美妆产品'], 'jobId': '58657995', 'advViewFlag': True, 'title': '产品开发助理/产品开发专员', 'salary': '6-10k', 'refreshTime': '20230527094001', 'dq': '广州-白云区', 'topJob': True, 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1958657995.shtml', 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h0tzt25i5yl3ce2yx0wi5w1m6ysuywv8&fkId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&ckId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&sfrom=search_job_pc&curPage=0&pageSize=40&index=1', 'requireEduLevel': '大专'}, 'recruiter': {'imId': 'adb06a64c3b6eb3776f5ec2df67915bd', 'imUserType': '2', 'chatted': False, 'recruiterId': '2cc474733fe9dd811ad584ca21e38d01', 'recruiterName': '李女士', 'recruiterTitle': '人力资源专员', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataInfo': 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Sales Manager', 'salary': '12-15k·15薪', 'refreshTime': '20230428143658', 'dq': '广州-越秀区', 'topJob': False, 'jobKind': '2', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1958215521.shtml', 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=h0tzt25i5yl3ce2yx0wi5w1m6ysuywv8&fkId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&ckId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&sfrom=search_job_pc&curPage=0&pageSize=40&index=2', 'requireEduLevel': '统招本科'}, 'recruiter': {'imId': 'f8a500e0eab81d475153eb2d84a8b1de', 'imUserType': '2', 'chatted': False, 'recruiterId': '5445ba45a2189a2b1a078f176245fc3b', 'recruiterName': '张先生', 'recruiterTitle': '人力资源专员', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'dataInfo': 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False, 'title': ' Product Manager ', 'salary': '25-30k', 'refreshTime': '20230525103932', 'dq': '广州', 'topJob': False, 'jobKind': '1', 'link': 'https://www.liepin.com/a/45177357.shtml', 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=h0tzt25i5yl3ce2yx0wi5w1m6ysuywv8&fkId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&ckId=m3i1p9nx92d8j0axyi3o5s4dkolvrvva&sfrom=search_job_pc&curPage=0&pageSize=40&index=4', 'requireEduLevel': '本科及以上'}, 'recruiter': {'imId': '9cfdabc8878349689809d03804875792', 'imUserType': '2', 'chatted': False, 'recruiterId': '47227c6fbfcd952686963be95b15422d', 'recruiterName': '孙女士', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '6321be3095ee1c04143439eb01u.jpeg'}, 'dataInfo': 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      "{'flag': 1, 'data': {'data': {}, 'passThroughData': {'ckId': 'm3i1p9nx92d8j0axyi3o5s4dkolvrvva', 'scene': 'condition', 'skId': 'h0tzt25i5yl3ce2yx0wi5w1m6ysuywv8', 'fkId': 'm3i1p9nx92d8j0axyi3o5s4dkolvrvva', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 10, 'totalCounts': 0, 'totalPage': 0, 'pageSize': 40, 'hasNext': False}}}\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_18324\\1507514389.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      9\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(21):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fc025c0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2258622837%22%2C%22ckId%22%3...</td>\n",
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       "      <td>[产品设计, Axure, 需求分析, 用户研究, 市场调研]</td>\n",
       "      <td>58622837</td>\n",
       "      <td>True</td>\n",
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       "      <td>10-15k</td>\n",
       "      <td>20230525090856</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
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       "      <td>上海数慧系统技术有限公司</td>\n",
       "      <td>5bfffb4374719da073f12afc03u.png</td>\n",
       "      <td>https://www.liepin.com/company/7912081/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2258657995%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58657995\",\"imId\":\"adb06a64c3b6eb3776...</td>\n",
       "      <td>[批发/零售, 化妆品, to C, to B, 需求分析, 用户研究, 护肤品产品开发, ...</td>\n",
       "      <td>58657995</td>\n",
       "      <td>True</td>\n",
       "      <td>产品开发助理/产品开发专员</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>20230527094001</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13507215.0</td>\n",
       "      <td>广州众有米</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13507215/</td>\n",
       "      <td>日化</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2258215521%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58215521\",\"imId\":\"f8a500e0eab81d4751...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>58215521</td>\n",
       "      <td>False</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>制药</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276ae...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>57157157</td>\n",
       "      <td>False</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"imId\":\"9cfdabc88783496898...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>45177357</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>20230525103932</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"19c143d958f479f744c0d230c031553c\",\"im...</td>\n",
       "      <td>[axure, visio, xmind, 数据分析]</td>\n",
       "      <td>40745001</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>20220608170919</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8668104.0</td>\n",
       "      <td>药师帮</td>\n",
       "      <td>5bfe965674719df0ac9900d903a.png</td>\n",
       "      <td>https://www.liepin.com/company/8668104/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"3bdf764c40c93a2671de52c3bc0b6279\",\"im...</td>\n",
       "      <td>[数据分析, 需求分析]</td>\n",
       "      <td>40787085</td>\n",
       "      <td>False</td>\n",
       "      <td>算法产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>20220725170544</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>行政</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9587196.0</td>\n",
       "      <td>广州锟元方青医疗科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9587196/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"01d89c5ce92932a3160bef405ccde8ba\",\"im...</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 在线教育, IT互联网, 教育行业, 用户研究, 移动...</td>\n",
       "      <td>54672245</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-9k</td>\n",
       "      <td>20230207140714</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>9114775.0</td>\n",
       "      <td>广州宝升行汽车销售服务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9114775/</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"d5d5823dd0082cf05a18ee2ce0f206d3\",\"im...</td>\n",
       "      <td>[供应链产品, 市场调研]</td>\n",
       "      <td>54318017</td>\n",
       "      <td>False</td>\n",
       "      <td>产品开发/产品经理（乐器/音频）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>20221123150841</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>9575786.0</td>\n",
       "      <td>广州盛为电子商务有限公司</td>\n",
       "      <td>5b0e3c998e50f134ce5730b604a.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9575786/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"98eb15eb66a385379494e054a88f21a2\",\"im...</td>\n",
       "      <td>[社交产品]</td>\n",
       "      <td>44470127</td>\n",
       "      <td>False</td>\n",
       "      <td>海外产品经理</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td>20211102160227</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>面试官</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>12225345.0</td>\n",
       "      <td>海南美琦佳成传媒有限公司</td>\n",
       "      <td>5f84331b8dbe6273dcf282d302u.png</td>\n",
       "      <td>https://www.liepin.com/company/12225345/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2258622837%22%2C%22ckId%22%3...   \n",
       "1   %7B%22jobId%22%3A%2258657995%22%2C%22ckId%22%3...   \n",
       "2   %7B%22jobId%22%3A%2258215521%22%2C%22ckId%22%3...   \n",
       "3   %7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3...   \n",
       "4   %7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3...   \n",
       "..                                                ...   \n",
       "35  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "36  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "37  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "38  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "39  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"58622837\",\"imId\":\"4cfba098d6d45e0099...   \n",
       "1   {\"jobId\":\"58657995\",\"imId\":\"adb06a64c3b6eb3776...   \n",
       "2   {\"jobId\":\"58215521\",\"imId\":\"f8a500e0eab81d4751...   \n",
       "3   {\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276ae...   \n",
       "4   {\"jobId\":\"45177357\",\"imId\":\"9cfdabc88783496898...   \n",
       "..                                                ...   \n",
       "35  {\"imId\":\"19c143d958f479f744c0d230c031553c\",\"im...   \n",
       "36  {\"imId\":\"3bdf764c40c93a2671de52c3bc0b6279\",\"im...   \n",
       "37  {\"imId\":\"01d89c5ce92932a3160bef405ccde8ba\",\"im...   \n",
       "38  {\"imId\":\"d5d5823dd0082cf05a18ee2ce0f206d3\",\"im...   \n",
       "39  {\"imId\":\"98eb15eb66a385379494e054a88f21a2\",\"im...   \n",
       "\n",
       "                                           job.labels job.jobId  \\\n",
       "0                     [产品设计, Axure, 需求分析, 用户研究, 市场调研]  58622837   \n",
       "1   [批发/零售, 化妆品, to C, to B, 需求分析, 用户研究, 护肤品产品开发, ...  58657995   \n",
       "2                                            [神外, 医生]  58215521   \n",
       "3                                              [泌尿外科]  57157157   \n",
       "4                                  [市场营销, 产品管理, 产品开发]  45177357   \n",
       "..                                                ...       ...   \n",
       "35                        [axure, visio, xmind, 数据分析]  40745001   \n",
       "36                                       [数据分析, 需求分析]  40787085   \n",
       "37  [平台产品, 数据产品, 策略产品, 在线教育, IT互联网, 教育行业, 用户研究, 移动...  54672245   \n",
       "38                                      [供应链产品, 市场调研]  54318017   \n",
       "39                                             [社交产品]  44470127   \n",
       "\n",
       "    job.advViewFlag                       job.title  job.salary  \\\n",
       "0              True                     需求分析工程师1107      10-15k   \n",
       "1              True                   产品开发助理/产品开发专员       6-10k   \n",
       "2             False  神外产品销售经理 Product Sales Manager  12-15k·15薪   \n",
       "3             False                          医药产品经理  25-30k·14薪   \n",
       "4             False                Product Manager       25-30k   \n",
       "..              ...                             ...         ...   \n",
       "35            False                            产品经理      10-20k   \n",
       "36            False                          算法产品经理      20-35k   \n",
       "37            False                            产品经理        8-9k   \n",
       "38            False                产品开发/产品经理（乐器/音频）       6-10k   \n",
       "39            False                          海外产品经理  18-25k·13薪   \n",
       "\n",
       "   job.refreshTime  job.dq  job.topJob  ... recruiter.recruiterTitle  \\\n",
       "0   20230525090856  广州-越秀区        True  ...                     招聘经理   \n",
       "1   20230527094001  广州-白云区        True  ...                   人力资源专员   \n",
       "2   20230428143658  广州-越秀区       False  ...                   人力资源专员   \n",
       "3   20230321153342  广州-越秀区       False  ...               高级医学信息沟通专员   \n",
       "4   20230525103932      广州       False  ...                     猎头顾问   \n",
       "..             ...     ...         ...  ...                      ...   \n",
       "35  20220608170919      广州       False  ...                     招聘经理   \n",
       "36  20220725170544  广州-白云区       False  ...                       行政   \n",
       "37  20230207140714  广州-黄埔区       False  ...                            \n",
       "38  20221123150841      广州       False  ...                            \n",
       "39  20211102160227  广州-番禺区       False  ...                      面试官   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compId    comp.compName  \\\n",
       "0    5f8f98698dbe6273dcf8516008u.jpg   7912081.0     上海数慧系统技术有限公司   \n",
       "1    5f8f986779c7cc70efbf36c008u.jpg  13507215.0            广州众有米   \n",
       "2    5f8f986aea60860b75384fab08u.jpg   7023768.0           复星医药集团   \n",
       "3    5f8f986aea60860b75384fab08u.jpg   8275623.0             康方生物   \n",
       "4   6321be3095ee1c04143439eb01u.jpeg         NaN       某国内大型快消品公司   \n",
       "..                               ...         ...              ...   \n",
       "35   5f8f9866dfb13a7dee342f1808u.jpg   8668104.0              药师帮   \n",
       "36   5f8f986aea60860b75384fab08u.jpg   9587196.0   广州锟元方青医疗科技有限公司   \n",
       "37   5f8f9865ea60860b75384fa508u.jpg   9114775.0  广州宝升行汽车销售服务有限公司   \n",
       "38   5f8f9866dfb13a7dee342f1808u.jpg   9575786.0     广州盛为电子商务有限公司   \n",
       "39   5f8f9866dfb13a7dee342f1808u.jpg  12225345.0     海南美琦佳成传媒有限公司   \n",
       "\n",
       "                      comp.compLogo                                 comp.link  \\\n",
       "0   5bfffb4374719da073f12afc03u.png   https://www.liepin.com/company/7912081/   \n",
       "1   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13507215/   \n",
       "2   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/   \n",
       "3   5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/   \n",
       "4   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       "..                              ...                                       ...   \n",
       "35  5bfe965674719df0ac9900d903a.png   https://www.liepin.com/company/8668104/   \n",
       "36  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/9587196/   \n",
       "37  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/9114775/   \n",
       "38  5b0e3c998e50f134ce5730b604a.jpg   https://www.liepin.com/company/9575786/   \n",
       "39  5f84331b8dbe6273dcf282d302u.png  https://www.liepin.com/company/12225345/   \n",
       "\n",
       "   comp.compIndustry comp.compScale comp.compStage  job.campusJobKind  \n",
       "0              计算机软件       500-999人            NaN                NaN  \n",
       "1                 日化          1-49人            NaN                NaN  \n",
       "2                 制药       10000人以上            已上市                NaN  \n",
       "3                 制药     2000-5000人           港股上市                NaN  \n",
       "4                 日化     2000-5000人          融资未公开                NaN  \n",
       "..               ...            ...            ...                ...  \n",
       "35               互联网     2000-5000人             D轮                NaN  \n",
       "36             计算机软件          1-49人             A轮                NaN  \n",
       "37              整车制造         50-99人          融资未公开                NaN  \n",
       "38               互联网       100-499人          融资未公开                NaN  \n",
       "39               互联网       100-499人             A轮                NaN  \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e16b6f8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('liepin_PM.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "803e6ba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2258622837%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58622837\",\"imId\":\"4cfba098d6d45e0099...</td>\n",
       "      <td>['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']</td>\n",
       "      <td>58622837</td>\n",
       "      <td>True</td>\n",
       "      <td>需求分析工程师1107</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>20230525090856</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>7912081.0</td>\n",
       "      <td>上海数慧系统技术有限公司</td>\n",
       "      <td>5bfffb4374719da073f12afc03u.png</td>\n",
       "      <td>https://www.liepin.com/company/7912081/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2258657995%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58657995\",\"imId\":\"adb06a64c3b6eb3776...</td>\n",
       "      <td>['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究...</td>\n",
       "      <td>58657995</td>\n",
       "      <td>True</td>\n",
       "      <td>产品开发助理/产品开发专员</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>20230527094001</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13507215.0</td>\n",
       "      <td>广州众有米</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13507215/</td>\n",
       "      <td>日化</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%2258215521%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58215521\",\"imId\":\"f8a500e0eab81d4751...</td>\n",
       "      <td>['神外', '医生']</td>\n",
       "      <td>58215521</td>\n",
       "      <td>False</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>制药</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276ae...</td>\n",
       "      <td>['泌尿外科']</td>\n",
       "      <td>57157157</td>\n",
       "      <td>False</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>...</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>制药</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"imId\":\"9cfdabc88783496898...</td>\n",
       "      <td>['市场营销', '产品管理', '产品开发']</td>\n",
       "      <td>45177357</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>20230525103932</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>日化</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"19c143d958f479f744c0d230c031553c\",\"im...</td>\n",
       "      <td>['axure', 'visio', 'xmind', '数据分析']</td>\n",
       "      <td>40745001</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>20220608170919</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8668104.0</td>\n",
       "      <td>药师帮</td>\n",
       "      <td>5bfe965674719df0ac9900d903a.png</td>\n",
       "      <td>https://www.liepin.com/company/8668104/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"3bdf764c40c93a2671de52c3bc0b6279\",\"im...</td>\n",
       "      <td>['数据分析', '需求分析']</td>\n",
       "      <td>40787085</td>\n",
       "      <td>False</td>\n",
       "      <td>算法产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>20220725170544</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>...</td>\n",
       "      <td>行政</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9587196.0</td>\n",
       "      <td>广州锟元方青医疗科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9587196/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"01d89c5ce92932a3160bef405ccde8ba\",\"im...</td>\n",
       "      <td>['平台产品', '数据产品', '策略产品', '在线教育', 'IT互联网', '教育行...</td>\n",
       "      <td>54672245</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-9k</td>\n",
       "      <td>20230207140714</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>9114775.0</td>\n",
       "      <td>广州宝升行汽车销售服务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9114775/</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"d5d5823dd0082cf05a18ee2ce0f206d3\",\"im...</td>\n",
       "      <td>['供应链产品', '市场调研']</td>\n",
       "      <td>54318017</td>\n",
       "      <td>False</td>\n",
       "      <td>产品开发/产品经理（乐器/音频）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>20221123150841</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>9575786.0</td>\n",
       "      <td>广州盛为电子商务有限公司</td>\n",
       "      <td>5b0e3c998e50f134ce5730b604a.jpg</td>\n",
       "      <td>https://www.liepin.com/company/9575786/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...</td>\n",
       "      <td>{\"imId\":\"98eb15eb66a385379494e054a88f21a2\",\"im...</td>\n",
       "      <td>['社交产品']</td>\n",
       "      <td>44470127</td>\n",
       "      <td>False</td>\n",
       "      <td>海外产品经理</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td>20211102160227</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>面试官</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>12225345.0</td>\n",
       "      <td>海南美琦佳成传媒有限公司</td>\n",
       "      <td>5f84331b8dbe6273dcf282d302u.png</td>\n",
       "      <td>https://www.liepin.com/company/12225345/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22jobId%22%3A%2258622837%22%2C%22ckId%22%3...   \n",
       "1             1  %7B%22jobId%22%3A%2258657995%22%2C%22ckId%22%3...   \n",
       "2             2  %7B%22jobId%22%3A%2258215521%22%2C%22ckId%22%3...   \n",
       "3             3  %7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3...   \n",
       "4             4  %7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3...   \n",
       "..          ...                                                ...   \n",
       "395          35  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "396          36  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "397          37  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "398          38  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "399          39  %7B%22ckId%22%3A%22m3i1p9nx92d8j0axyi3o5s4dkol...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"jobId\":\"58622837\",\"imId\":\"4cfba098d6d45e0099...   \n",
       "1    {\"jobId\":\"58657995\",\"imId\":\"adb06a64c3b6eb3776...   \n",
       "2    {\"jobId\":\"58215521\",\"imId\":\"f8a500e0eab81d4751...   \n",
       "3    {\"jobId\":\"57157157\",\"imId\":\"d4cc4bca17cae276ae...   \n",
       "4    {\"jobId\":\"45177357\",\"imId\":\"9cfdabc88783496898...   \n",
       "..                                                 ...   \n",
       "395  {\"imId\":\"19c143d958f479f744c0d230c031553c\",\"im...   \n",
       "396  {\"imId\":\"3bdf764c40c93a2671de52c3bc0b6279\",\"im...   \n",
       "397  {\"imId\":\"01d89c5ce92932a3160bef405ccde8ba\",\"im...   \n",
       "398  {\"imId\":\"d5d5823dd0082cf05a18ee2ce0f206d3\",\"im...   \n",
       "399  {\"imId\":\"98eb15eb66a385379494e054a88f21a2\",\"im...   \n",
       "\n",
       "                                            job.labels  job.jobId  \\\n",
       "0            ['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']   58622837   \n",
       "1    ['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究...   58657995   \n",
       "2                                         ['神外', '医生']   58215521   \n",
       "3                                             ['泌尿外科']   57157157   \n",
       "4                             ['市场营销', '产品管理', '产品开发']   45177357   \n",
       "..                                                 ...        ...   \n",
       "395                ['axure', 'visio', 'xmind', '数据分析']   40745001   \n",
       "396                                   ['数据分析', '需求分析']   40787085   \n",
       "397  ['平台产品', '数据产品', '策略产品', '在线教育', 'IT互联网', '教育行...   54672245   \n",
       "398                                  ['供应链产品', '市场调研']   54318017   \n",
       "399                                           ['社交产品']   44470127   \n",
       "\n",
       "     job.advViewFlag                       job.title  job.salary  \\\n",
       "0               True                     需求分析工程师1107      10-15k   \n",
       "1               True                   产品开发助理/产品开发专员       6-10k   \n",
       "2              False  神外产品销售经理 Product Sales Manager  12-15k·15薪   \n",
       "3              False                          医药产品经理  25-30k·14薪   \n",
       "4              False                Product Manager       25-30k   \n",
       "..               ...                             ...         ...   \n",
       "395            False                            产品经理      10-20k   \n",
       "396            False                          算法产品经理      20-35k   \n",
       "397            False                            产品经理        8-9k   \n",
       "398            False                产品开发/产品经理（乐器/音频）       6-10k   \n",
       "399            False                          海外产品经理  18-25k·13薪   \n",
       "\n",
       "     job.refreshTime  job.dq  ...  recruiter.recruiterTitle  \\\n",
       "0     20230525090856  广州-越秀区  ...                      招聘经理   \n",
       "1     20230527094001  广州-白云区  ...                    人力资源专员   \n",
       "2     20230428143658  广州-越秀区  ...                    人力资源专员   \n",
       "3     20230321153342  广州-越秀区  ...                高级医学信息沟通专员   \n",
       "4     20230525103932      广州  ...                      猎头顾问   \n",
       "..               ...     ...  ...                       ...   \n",
       "395   20220608170919      广州  ...                      招聘经理   \n",
       "396   20220725170544  广州-白云区  ...                        行政   \n",
       "397   20230207140714  广州-黄埔区  ...                       NaN   \n",
       "398   20221123150841      广州  ...                       NaN   \n",
       "399   20211102160227  广州-番禺区  ...                       面试官   \n",
       "\n",
       "             recruiter.recruiterPhoto  comp.compId    comp.compName  \\\n",
       "0     5f8f98698dbe6273dcf8516008u.jpg    7912081.0     上海数慧系统技术有限公司   \n",
       "1     5f8f986779c7cc70efbf36c008u.jpg   13507215.0            广州众有米   \n",
       "2     5f8f986aea60860b75384fab08u.jpg    7023768.0           复星医药集团   \n",
       "3     5f8f986aea60860b75384fab08u.jpg    8275623.0             康方生物   \n",
       "4    6321be3095ee1c04143439eb01u.jpeg          NaN       某国内大型快消品公司   \n",
       "..                                ...          ...              ...   \n",
       "395   5f8f9866dfb13a7dee342f1808u.jpg    8668104.0              药师帮   \n",
       "396   5f8f986aea60860b75384fab08u.jpg    9587196.0   广州锟元方青医疗科技有限公司   \n",
       "397   5f8f9865ea60860b75384fa508u.jpg    9114775.0  广州宝升行汽车销售服务有限公司   \n",
       "398   5f8f9866dfb13a7dee342f1808u.jpg    9575786.0     广州盛为电子商务有限公司   \n",
       "399   5f8f9866dfb13a7dee342f1808u.jpg   12225345.0     海南美琦佳成传媒有限公司   \n",
       "\n",
       "                       comp.compLogo  \\\n",
       "0    5bfffb4374719da073f12afc03u.png   \n",
       "1    61b07937d0458d53c627567e02u.jpg   \n",
       "2    5bfe9d4974719d2aa34b5ab303a.png   \n",
       "3    5bfe916674719d35745ad29703a.png   \n",
       "4    60e2fe0bf3df194a3c48adb502u.png   \n",
       "..                               ...   \n",
       "395  5bfe965674719df0ac9900d903a.png   \n",
       "396  61b07937d0458d53c627567e02u.jpg   \n",
       "397  61b07937d0458d53c627567e02u.jpg   \n",
       "398  5b0e3c998e50f134ce5730b604a.jpg   \n",
       "399  5f84331b8dbe6273dcf282d302u.png   \n",
       "\n",
       "                                    comp.link comp.compIndustry  \\\n",
       "0     https://www.liepin.com/company/7912081/             计算机软件   \n",
       "1    https://www.liepin.com/company/13507215/                日化   \n",
       "2     https://www.liepin.com/company/7023768/                制药   \n",
       "3     https://www.liepin.com/company/8275623/                制药   \n",
       "4                                         NaN                日化   \n",
       "..                                        ...               ...   \n",
       "395   https://www.liepin.com/company/8668104/               互联网   \n",
       "396   https://www.liepin.com/company/9587196/             计算机软件   \n",
       "397   https://www.liepin.com/company/9114775/              整车制造   \n",
       "398   https://www.liepin.com/company/9575786/               互联网   \n",
       "399  https://www.liepin.com/company/12225345/               互联网   \n",
       "\n",
       "    comp.compScale comp.compStage  job.campusJobKind  \n",
       "0         500-999人            NaN                NaN  \n",
       "1            1-49人            NaN                NaN  \n",
       "2         10000人以上            已上市                NaN  \n",
       "3       2000-5000人           港股上市                NaN  \n",
       "4       2000-5000人          融资未公开                NaN  \n",
       "..             ...            ...                ...  \n",
       "395     2000-5000人             D轮                NaN  \n",
       "396          1-49人             A轮                NaN  \n",
       "397         50-99人          融资未公开                NaN  \n",
       "398       100-499人          融资未公开                NaN  \n",
       "399       100-499人             A轮                NaN  \n",
       "\n",
       "[400 rows x 33 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1ad0529",
   "metadata": {},
   "source": [
    "# 筛选数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bd1f08c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']</td>\n",
       "      <td>20230525090856</td>\n",
       "      <td>需求分析工程师1107</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>上海数慧系统技术有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究...</td>\n",
       "      <td>20230527094001</td>\n",
       "      <td>产品开发助理/产品开发专员</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>True</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州众有米</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['神外', '医生']</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>复星医药集团</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['泌尿外科']</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>康方生物</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['市场营销', '产品管理', '产品开发']</td>\n",
       "      <td>20230525103932</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>['axure', 'visio', 'xmind', '数据分析']</td>\n",
       "      <td>20220608170919</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>D轮</td>\n",
       "      <td>药师帮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>['数据分析', '需求分析']</td>\n",
       "      <td>20220725170544</td>\n",
       "      <td>算法产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>A轮</td>\n",
       "      <td>广州锟元方青医疗科技有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>['平台产品', '数据产品', '策略产品', '在线教育', 'IT互联网', '教育行...</td>\n",
       "      <td>20230207140714</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-9k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州宝升行汽车销售服务有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>['供应链产品', '市场调研']</td>\n",
       "      <td>20221123150841</td>\n",
       "      <td>产品开发/产品经理（乐器/音频）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州盛为电子商务有限公司</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>['社交产品']</td>\n",
       "      <td>20211102160227</td>\n",
       "      <td>海外产品经理</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>A轮</td>\n",
       "      <td>海南美琦佳成传媒有限公司</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0            ['产品设计', 'Axure', '需求分析', '用户研究', '市场调研']   20230525090856   \n",
       "1    ['批发/零售', '化妆品', 'to C', 'to B', '需求分析', '用户研究...   20230527094001   \n",
       "2                                         ['神外', '医生']   20230428143658   \n",
       "3                                             ['泌尿外科']   20230321153342   \n",
       "4                             ['市场营销', '产品管理', '产品开发']   20230525103932   \n",
       "..                                                 ...              ...   \n",
       "395                ['axure', 'visio', 'xmind', '数据分析']   20220608170919   \n",
       "396                                   ['数据分析', '需求分析']   20220725170544   \n",
       "397  ['平台产品', '数据产品', '策略产品', '在线教育', 'IT互联网', '教育行...   20230207140714   \n",
       "398                                  ['供应链产品', '市场调研']   20221123150841   \n",
       "399                                           ['社交产品']   20211102160227   \n",
       "\n",
       "                          job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                       需求分析工程师1107      10-15k  广州-越秀区        True   \n",
       "1                     产品开发助理/产品开发专员       6-10k  广州-白云区        True   \n",
       "2    神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区       False   \n",
       "3                            医药产品经理  25-30k·14薪  广州-越秀区       False   \n",
       "4                  Product Manager       25-30k      广州       False   \n",
       "..                              ...         ...     ...         ...   \n",
       "395                            产品经理      10-20k      广州       False   \n",
       "396                          算法产品经理      20-35k  广州-白云区       False   \n",
       "397                            产品经理        8-9k  广州-黄埔区       False   \n",
       "398                产品开发/产品经理（乐器/音频）       6-10k      广州       False   \n",
       "399                          海外产品经理  18-25k·13薪  广州-番禺区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage    comp.compName  \n",
       "0                   1-3年                  本科            NaN     上海数慧系统技术有限公司  \n",
       "1                   1-3年                  大专            NaN            广州众有米  \n",
       "2                   1-3年                统招本科            已上市           复星医药集团  \n",
       "3                   1-3年                  硕士           港股上市             康方生物  \n",
       "4                   1-3年               本科及以上          融资未公开       某国内大型快消品公司  \n",
       "..                   ...                 ...            ...              ...  \n",
       "395                 1-3年                统招本科             D轮              药师帮  \n",
       "396                 1-3年                  本科             A轮   广州锟元方青医疗科技有限公司  \n",
       "397                 1-3年                  大专          融资未公开  广州宝升行汽车销售服务有限公司  \n",
       "398                 1-3年                  本科          融资未公开     广州盛为电子商务有限公司  \n",
       "399                 1-3年                  本科             A轮     海南美琦佳成传媒有限公司  \n",
       "\n",
       "[400 rows x 10 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz = df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName',]]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3420d39",
   "metadata": {},
   "source": [
    "# 广州pm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bd964798",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        110\n",
       "广州-天河区     77\n",
       "广州-番禺区     50\n",
       "广州-海珠区     48\n",
       "广州-黄埔区     41\n",
       "广州-越秀区     33\n",
       "广州-白云区     23\n",
       "广州-南沙区     14\n",
       "广州-花都区      2\n",
       "广州-增城区      1\n",
       "广州-荔湾区      1\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "78c6d98e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '番禺区', '海珠区', '黄埔区', '越秀区', '白云区', '南沙区', '花都区', '增城区', '荔湾区']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [ i.split('-')[1]  for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "de3cf7ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[77, 50, 48, 41, 33, 23, 14, 2, 1, 1]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "548fc874",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"40a34298af19451fb6add0a60da7ee64\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_40a34298af19451fb6add0a60da7ee64 = echarts.init(\n",
       "                    document.getElementById('40a34298af19451fb6add0a60da7ee64'), 'white', {renderer: 'canvas'});\n",
       "                var option_40a34298af19451fb6add0a60da7ee64 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 77\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 48\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 41\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 33\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 23\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 14\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u90fd\\u533a\",\n",
       "                    \"value\": 2\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u589e\\u57ce\\u533a\",\n",
       "                    \"value\": 1\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 1\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_40a34298af19451fb6add0a60da7ee64.setOption(option_40a34298af19451fb6add0a60da7ee64);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x26518a67d90>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区,广州岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts = opts.VisualMapOpts()\n",
    "    )\n",
    ")\n",
    "\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "461f756f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
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